Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "167"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 167 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 74 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 72 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 167, Node N15:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459890 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.547845 -1.271133 -1.277097 0.882126 0.024427 1.533669 -0.926510 2.928931 0.6923 0.6930 0.3950 nan nan
2459889 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.583572 -1.349727 -0.820995 0.750563 0.409107 1.215792 -1.088134 4.376158 0.6998 0.6974 0.3896 nan nan
2459888 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.543599 -1.231643 -0.942640 0.911321 -0.324082 0.638453 -1.138809 1.339497 0.7139 0.7148 0.3802 nan nan
2459887 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.576912 -1.128428 -1.906911 0.755664 0.178900 0.659614 -0.998657 2.029173 0.7004 0.6980 0.3906 nan nan
2459886 digital_ok 100.00% 1.06% 1.06% 0.00% - - -1.501314 -1.451050 -0.855299 0.408061 5.679502 7.710400 -1.465996 0.654525 0.7770 0.7648 0.3216 nan nan
2459885 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.323772 -1.559253 14.630923 2.414750 2.204285 0.410161 3.620197 1.144944 0.7508 0.7405 0.3391 nan nan
2459884 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.677008 -1.282895 -0.985312 0.776619 -0.049196 1.229941 -1.260266 2.231228 0.6972 0.6879 0.3984 nan nan
2459883 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.770107 -0.932517 13.134197 2.470876 0.832745 0.107525 -1.920537 6.686941 0.7033 0.6987 0.3833 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.494276 -1.975021 14.219308 2.798482 0.410502 2.437020 -0.538757 5.211296 0.7097 0.7019 0.3742 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.574844 -0.761475 16.366091 2.214477 -0.519433 1.736989 -0.670192 21.727073 0.7430 0.7457 0.3243 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.850191 -1.270342 13.310935 2.665420 0.567274 0.462172 -0.796855 4.226019 0.7023 0.7000 0.3896 nan nan
2459879 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.623867 -0.931101 -2.688847 0.912892 0.418715 1.425208 -0.821648 5.509848 0.6878 0.6919 0.4074 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.576717 -1.125646 16.812653 3.093540 0.537452 0.270421 -0.657297 7.464210 0.6928 0.6991 0.3985 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.680576 -1.233114 12.013731 0.948474 -1.311047 2.935821 -0.772474 2.936959 0.7058 0.6893 0.4028 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.649132 -1.464874 15.659249 4.727042 -0.309458 1.165391 -0.772375 1.972780 0.7197 0.7201 0.4043 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.298519 -1.811056 7.985489 2.255746 0.846362 0.986358 -0.491279 4.638582 0.7050 0.6839 0.3969 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.581295 -1.399313 10.235325 2.648888 0.426202 1.100491 -0.844466 4.754259 0.7142 0.6852 0.3949 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.614122 -1.516679 14.060708 2.229525 1.388300 2.662896 -0.383499 11.105001 0.7066 0.6801 0.4089 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - 56.535795 51.417219 9.520962 8.057112 27.108554 12.803609 170.961503 62.043777 0.4973 0.4982 0.2091 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - 80.661546 84.446200 5.925152 6.451394 21.283929 14.565449 87.088177 46.294757 0.5105 0.5165 0.1790 nan nan
2459869 digital_ok 100.00% 0.00% 0.00% 0.00% - - 86.251176 64.446872 8.135487 5.491994 25.955697 12.302980 84.723287 27.295288 0.4898 0.5435 0.1699 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - 84.764888 74.465085 10.997144 8.949065 18.189888 9.617820 139.704980 85.620678 0.4727 0.5034 0.1728 nan nan
2459867 digital_ok 100.00% 0.00% 0.00% 0.00% - - 31.809087 57.827882 4.975151 8.419508 8.209207 6.543558 48.675888 36.845424 0.6222 0.5120 0.3073 nan nan
2459866 digital_ok 100.00% 0.00% 0.00% 0.00% - - 79.256277 59.023585 10.126006 7.215282 12.015214 10.146537 69.847693 28.735103 0.4587 0.5144 0.1846 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 52.938875 79.265774 6.617200 9.931614 10.899739 13.925329 17.677812 29.180852 0.5880 0.5424 0.1618 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - 69.952584 89.343530 3.382640 3.149806 7.366983 9.049376 57.017941 70.430417 0.5438 0.5145 0.1936 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - 41.351164 58.477523 -1.165617 -0.382254 9.937017 4.230693 75.288758 58.593903 0.5782 0.5007 0.2667 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - 41.989233 63.468879 5.459109 3.790638 7.988352 9.639465 22.623933 18.983397 0.5603 0.5080 0.2535 nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 42.065609 45.982375 3.936037 2.723847 10.636686 11.992260 21.445553 9.554755 0.5530 0.5292 0.2210 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - 35.010170 40.092538 -1.293091 0.073457 2.461916 1.373216 62.651897 55.451042 0.5508 0.5228 0.1912 nan nan
2459858 digital_ok 100.00% 6.98% 0.54% 0.00% 100.00% 0.00% 48.971446 40.341425 -1.086572 -0.643655 2.680346 2.240380 31.196379 84.476361 0.5461 0.5516 0.2547 2.361376 2.127497
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.234288 2.499362 -1.000958 -0.988836 3.298370 2.379368 0.340545 2.158655 0.0255 0.0253 0.0004 nan nan
2459856 digital_ok 100.00% 7.43% 0.00% 0.00% 100.00% 0.00% 67.152928 57.198306 4.364085 2.397298 7.488978 7.863170 24.243180 70.483647 0.5219 0.5499 0.1939 3.341461 2.886276
2459855 digital_ok 100.00% 7.66% 0.77% 0.00% 100.00% 0.00% 70.501301 64.958564 4.241183 2.614702 5.278508 4.351557 34.964724 33.955851 0.5283 0.5790 0.2457 3.123301 2.762399
2459854 digital_ok 100.00% 4.48% 0.00% 0.00% 100.00% 0.00% 82.827874 65.980814 4.550570 2.345345 3.061860 3.604132 3.935959 8.321322 0.5414 0.5939 0.2447 2.835422 2.444124
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 46.676812 50.106730 5.726009 3.255623 7.175600 5.963599 25.240706 70.592825 0.6307 0.5534 0.2979 3.451000 2.737914
2459852 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 45.458710 43.172461 2.299288 2.219284 15.331346 10.717737 13.354979 12.594282 0.7365 0.7471 0.1387 8.265034 6.729743
2459851 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 digital_ok 100.00% 9.35% 0.00% 0.00% 100.00% 0.00% 64.676400 50.449634 5.571919 2.886928 8.719643 8.629153 9.210359 14.911533 0.5739 0.6297 0.1723 2.310498 2.131791
2459849 digital_ok 100.00% 3.24% 0.00% 0.00% 100.00% 0.00% 64.004473 59.570889 11.166600 6.515132 12.713226 7.540263 69.185278 58.620709 0.5912 0.6186 0.1911 3.644880 2.854032
2459848 digital_ok 100.00% 3.64% 1.82% 0.00% 100.00% 0.00% 60.490662 56.478667 8.472146 5.359416 12.527207 11.770754 21.247664 21.419307 0.5815 0.6103 0.2081 3.429190 3.083056
2459847 digital_ok 100.00% 0.54% 3.22% 0.00% 100.00% 0.00% 63.479766 55.669730 7.354781 5.526075 11.698482 12.345940 33.841213 39.630749 0.5642 0.5455 0.2500 3.673458 3.275031
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 62.305189 48.607562 4.669849 3.323381 12.424158 8.814488 26.846160 24.781759 0.6769 0.5992 0.3448 3.201487 3.698195
2459845 digital_ok 100.00% 7.74% 2.21% 0.00% 100.00% 0.00% 71.863648 66.766401 9.527705 7.357551 17.869823 11.679544 80.898419 78.590893 0.5730 0.6123 0.1799 3.358195 3.840393
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.687615 9.935456 4.716454 6.924323 2.937605 5.262129 1.067596 -0.926189 0.0250 0.0252 0.0005 nan nan
2459843 digital_ok 100.00% 0.00% 0.55% 0.00% 100.00% 0.00% 30.619776 27.113496 14.682241 16.352855 58.934205 73.733951 24.369890 23.820653 0.6230 0.6069 0.1773 3.631362 2.877020
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.143802 13.735565 -1.544976 -1.517802 5.303055 -0.154139 14.656773 3.766201 0.5988 0.5748 0.0843 5.633222 5.111579
2459841 digital_ok 100.00% 0.00% 0.00% 0.00% - - 16.629607 13.247788 101.387926 111.600134 243.825115 190.080865 332.339105 222.129269 0.5791 0.5938 0.1685 nan nan
2459839 digital_ok 100.00% - - - - - -0.057086 2.010251 -0.391359 -0.501826 2.525912 6.366520 6.287415 3.988518 nan nan nan nan nan
2459838 digital_ok 100.00% 7.97% 0.00% 0.00% 100.00% 0.00% 41.929915 20.861332 18.100304 20.249612 20.329930 20.322800 3.218266 3.246733 0.5467 0.5563 0.2348 0.000000 0.000000
2459836 digital_ok - 0.54% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.5884 0.5402 0.2858 nan nan
2459835 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.023747 4.352303 11.684606 11.917262 29.334704 21.007882 13.011978 12.178071 0.6724 0.5091 0.3833 nan nan
2459833 digital_ok 100.00% 0.00% 0.00% 0.00% - - 7.792489 8.811748 49.891188 52.592197 110.135065 94.684408 5.399992 33.890966 0.6875 0.4838 0.3831 nan nan
2459832 digital_ok 100.00% 0.00% 2.69% 0.00% 100.00% 0.00% 29.137724 28.373581 15.377111 16.271672 10.387213 8.893505 1.540194 6.576261 0.6912 0.4206 0.4630 3.218520 2.882127
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.427433 1.342358 -0.432165 -0.566046 1.497267 1.703116 3.979541 2.248315 0.0331 0.0300 0.0028 nan nan
2459830 digital_ok 100.00% 0.00% 13.44% 0.00% 100.00% 0.00% 48.620293 27.119495 17.970409 21.427242 29.676966 28.376971 13.075871 8.227094 0.6420 0.4150 0.4116 4.277395 3.233029
2459829 digital_ok 100.00% 6.98% 4.83% 0.00% 100.00% 0.00% 39.917092 34.851708 20.498451 21.522425 25.979905 23.518532 20.898287 14.388688 0.5699 0.5052 0.2306 2.131586 1.862610
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.963278 21.991358 15.805777 15.868155 27.306635 25.058034 13.616681 26.897860 0.6940 0.4290 0.3908 4.383455 2.647757
2459827 digital_ok 100.00% 8.06% 0.00% 0.00% 100.00% 0.00% 51.593268 22.482244 23.234680 27.247702 20.835633 19.292382 97.109792 38.891812 0.5541 0.5484 0.2443 3.749418 3.790128
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 38.203012 19.937845 17.688660 22.100281 34.053960 35.661441 4.900779 4.293258 0.6465 0.4737 0.3347 0.000000 0.000000
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 40.314047 22.318657 13.295627 16.730786 27.723292 24.873296 33.623156 16.516081 0.6391 0.4605 0.3447 0.000000 0.000000
2459824 digital_ok 100.00% 15.03% 0.00% 0.00% 100.00% 0.00% 52.512585 21.700953 19.730310 24.288382 15.509459 19.989232 15.627162 13.862703 0.4952 0.5720 0.1732 0.000000 0.000000
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 20.958396 20.652667 15.205119 19.109062 26.948613 30.173406 37.409301 21.875303 0.6109 0.5061 0.3478 0.000000 0.000000
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 37.050258 18.184126 15.796180 20.487084 27.040196 24.734654 58.675336 11.649535 0.6464 0.5166 0.3178 0.000000 0.000000
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 26.115748 20.851031 17.056415 19.995010 24.389869 22.174873 56.090562 18.695465 0.6434 0.4852 0.3391 5.551685 4.572145
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 36.551473 19.806752 22.513773 25.396318 57.565331 55.354413 70.575186 6.145162 0.5974 0.5596 0.2834 0.000000 0.000000
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 28.916903 20.258925 12.453685 16.419230 28.178151 28.934090 7.583537 4.854705 0.6628 0.5363 0.2870 1.003000 1.029788
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.654457 17.972673 23.253792 24.326709 39.038375 37.461448 2.073521 3.582126 0.7252 0.4765 0.3817 5.596781 3.462404
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 21.222447 20.103678 15.321920 18.922541 37.038386 38.647922 9.070658 5.889027 0.6731 0.5370 0.3491 4.120304 2.905525
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 167: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 2.928931 -1.271133 -0.547845 0.882126 -1.277097 1.533669 0.024427 2.928931 -0.926510

Antenna 167: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 4.376158 -0.583572 -1.349727 -0.820995 0.750563 0.409107 1.215792 -1.088134 4.376158

Antenna 167: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 1.339497 -1.231643 -0.543599 0.911321 -0.942640 0.638453 -0.324082 1.339497 -1.138809

Antenna 167: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 2.029173 -1.128428 -0.576912 0.755664 -1.906911 0.659614 0.178900 2.029173 -0.998657

Antenna 167: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Variability 7.710400 -1.501314 -1.451050 -0.855299 0.408061 5.679502 7.710400 -1.465996 0.654525

Antenna 167: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 14.630923 -1.559253 -1.323772 2.414750 14.630923 0.410161 2.204285 1.144944 3.620197

Antenna 167: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 2.231228 -1.282895 -0.677008 0.776619 -0.985312 1.229941 -0.049196 2.231228 -1.260266

Antenna 167: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 13.134197 -0.932517 -0.770107 2.470876 13.134197 0.107525 0.832745 6.686941 -1.920537

Antenna 167: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 14.219308 -1.975021 -1.494276 2.798482 14.219308 2.437020 0.410502 5.211296 -0.538757

Antenna 167: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 21.727073 -0.761475 -0.574844 2.214477 16.366091 1.736989 -0.519433 21.727073 -0.670192

Antenna 167: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 13.310935 -1.270342 -0.850191 2.665420 13.310935 0.462172 0.567274 4.226019 -0.796855

Antenna 167: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 5.509848 -0.931101 -0.623867 0.912892 -2.688847 1.425208 0.418715 5.509848 -0.821648

Antenna 167: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 16.812653 -1.125646 -0.576717 3.093540 16.812653 0.270421 0.537452 7.464210 -0.657297

Antenna 167: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 12.013731 -0.680576 -1.233114 12.013731 0.948474 -1.311047 2.935821 -0.772474 2.936959

Antenna 167: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 15.659249 -0.649132 -1.464874 15.659249 4.727042 -0.309458 1.165391 -0.772375 1.972780

Antenna 167: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 7.985489 -1.298519 -1.811056 7.985489 2.255746 0.846362 0.986358 -0.491279 4.638582

Antenna 167: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 10.235325 -0.581295 -1.399313 10.235325 2.648888 0.426202 1.100491 -0.844466 4.754259

Antenna 167: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Power 14.060708 -1.516679 -0.614122 2.229525 14.060708 2.662896 1.388300 11.105001 -0.383499

Antenna 167: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 170.961503 51.417219 56.535795 8.057112 9.520962 12.803609 27.108554 62.043777 170.961503

Antenna 167: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 87.088177 80.661546 84.446200 5.925152 6.451394 21.283929 14.565449 87.088177 46.294757

Antenna 167: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 86.251176 86.251176 64.446872 8.135487 5.491994 25.955697 12.302980 84.723287 27.295288

Antenna 167: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 139.704980 84.764888 74.465085 10.997144 8.949065 18.189888 9.617820 139.704980 85.620678

Antenna 167: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Shape 57.827882 31.809087 57.827882 4.975151 8.419508 8.209207 6.543558 48.675888 36.845424

Antenna 167: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 79.256277 59.023585 79.256277 7.215282 10.126006 10.146537 12.015214 28.735103 69.847693

Antenna 167: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Shape 79.265774 52.938875 79.265774 6.617200 9.931614 10.899739 13.925329 17.677812 29.180852

Antenna 167: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Shape 89.343530 89.343530 69.952584 3.149806 3.382640 9.049376 7.366983 70.430417 57.017941

Antenna 167: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 75.288758 41.351164 58.477523 -1.165617 -0.382254 9.937017 4.230693 75.288758 58.593903

Antenna 167: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Shape 63.468879 41.989233 63.468879 5.459109 3.790638 7.988352 9.639465 22.623933 18.983397

Antenna 167: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 167: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Shape 45.982375 42.065609 45.982375 3.936037 2.723847 10.636686 11.992260 21.445553 9.554755

Antenna 167: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 62.651897 35.010170 40.092538 -1.293091 0.073457 2.461916 1.373216 62.651897 55.451042

Antenna 167: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 84.476361 40.341425 48.971446 -0.643655 -1.086572 2.240380 2.680346 84.476361 31.196379

Antenna 167: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 5.234288 2.499362 5.234288 -0.988836 -1.000958 2.379368 3.298370 2.158655 0.340545

Antenna 167: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 70.483647 67.152928 57.198306 4.364085 2.397298 7.488978 7.863170 24.243180 70.483647

Antenna 167: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 70.501301 64.958564 70.501301 2.614702 4.241183 4.351557 5.278508 33.955851 34.964724

Antenna 167: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 82.827874 65.980814 82.827874 2.345345 4.550570 3.604132 3.061860 8.321322 3.935959

Antenna 167: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 70.592825 50.106730 46.676812 3.255623 5.726009 5.963599 7.175600 70.592825 25.240706

Antenna 167: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 45.458710 45.458710 43.172461 2.299288 2.219284 15.331346 10.717737 13.354979 12.594282

Antenna 167: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 167: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 64.676400 64.676400 50.449634 5.571919 2.886928 8.719643 8.629153 9.210359 14.911533

Antenna 167: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 69.185278 64.004473 59.570889 11.166600 6.515132 12.713226 7.540263 69.185278 58.620709

Antenna 167: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 60.490662 56.478667 60.490662 5.359416 8.472146 11.770754 12.527207 21.419307 21.247664

Antenna 167: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 63.479766 55.669730 63.479766 5.526075 7.354781 12.345940 11.698482 39.630749 33.841213

Antenna 167: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 62.305189 62.305189 48.607562 4.669849 3.323381 12.424158 8.814488 26.846160 24.781759

Antenna 167: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 80.898419 66.766401 71.863648 7.357551 9.527705 11.679544 17.869823 78.590893 80.898419

Antenna 167: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 10.687615 10.687615 9.935456 4.716454 6.924323 2.937605 5.262129 1.067596 -0.926189

Antenna 167: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Variability 73.733951 27.113496 30.619776 16.352855 14.682241 73.733951 58.934205 23.820653 24.369890

Antenna 167: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 14.656773 13.143802 13.735565 -1.544976 -1.517802 5.303055 -0.154139 14.656773 3.766201

Antenna 167: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 332.339105 16.629607 13.247788 101.387926 111.600134 243.825115 190.080865 332.339105 222.129269

Antenna 167: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Variability 6.366520 2.010251 -0.057086 -0.501826 -0.391359 6.366520 2.525912 3.988518 6.287415

Antenna 167: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 41.929915 20.861332 41.929915 20.249612 18.100304 20.322800 20.329930 3.246733 3.218266

Antenna 167: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Variability 29.334704 4.352303 4.023747 11.917262 11.684606 21.007882 29.334704 12.178071 13.011978

Antenna 167: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Variability 110.135065 8.811748 7.792489 52.592197 49.891188 94.684408 110.135065 33.890966 5.399992

Antenna 167: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 29.137724 29.137724 28.373581 15.377111 16.271672 10.387213 8.893505 1.540194 6.576261

Antenna 167: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 3.979541 -0.427433 1.342358 -0.432165 -0.566046 1.497267 1.703116 3.979541 2.248315

Antenna 167: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 48.620293 48.620293 27.119495 17.970409 21.427242 29.676966 28.376971 13.075871 8.227094

Antenna 167: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 39.917092 34.851708 39.917092 21.522425 20.498451 23.518532 25.979905 14.388688 20.898287

Antenna 167: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Variability 27.306635 21.991358 15.963278 15.868155 15.805777 25.058034 27.306635 26.897860 13.616681

Antenna 167: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 97.109792 51.593268 22.482244 23.234680 27.247702 20.835633 19.292382 97.109792 38.891812

Antenna 167: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 38.203012 19.937845 38.203012 22.100281 17.688660 35.661441 34.053960 4.293258 4.900779

Antenna 167: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 40.314047 22.318657 40.314047 16.730786 13.295627 24.873296 27.723292 16.516081 33.623156

Antenna 167: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 52.512585 52.512585 21.700953 19.730310 24.288382 15.509459 19.989232 15.627162 13.862703

Antenna 167: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 37.409301 20.652667 20.958396 19.109062 15.205119 30.173406 26.948613 21.875303 37.409301

Antenna 167: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 58.675336 37.050258 18.184126 15.796180 20.487084 27.040196 24.734654 58.675336 11.649535

Antenna 167: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 56.090562 20.851031 26.115748 19.995010 17.056415 22.174873 24.389869 18.695465 56.090562

Antenna 167: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Discontinuties 70.575186 36.551473 19.806752 22.513773 25.396318 57.565331 55.354413 70.575186 6.145162

Antenna 167: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Variability 28.934090 28.916903 20.258925 12.453685 16.419230 28.178151 28.934090 7.583537 4.854705

Antenna 167: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Temporal Variability 39.038375 17.972673 11.654457 24.326709 23.253792 37.461448 39.038375 3.582126 2.073521

Antenna 167: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Variability 38.647922 20.103678 21.222447 18.922541 15.321920 38.647922 37.038386 5.889027 9.070658

Antenna 167: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 167: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: